Add Balatro card-corner CNN ONNX model
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- README.md +106 -0
- onnx/model.onnx +3 -0
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README.md
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---
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language:
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- en
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- multilingual
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license: mit
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tags:
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- CNN
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- ONNX
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- onnxruntime
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- Balatro
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datasets:
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- proj-airi/games-balatro-2024-entities-detection
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---
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# Balatro (2024, game) card-corner classifier
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This model classifies cropped Balatro card corners into rank and suit labels.
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It is a small shared-backbone CNN, not an Ultralytics YOLO classifier.
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## ONNX Interface
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The exported ONNX model is available at:
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```text
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onnx/model.onnx
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```
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Input:
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```text
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images: float32[batch, 3, 64, 64]
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```
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Outputs:
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```text
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rank_logits: float32[batch, 13]
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suit_logits: float32[batch, 4]
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```
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Rank label order:
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```text
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A, 2, 3, 4, 5, 6, 7, 8, 9, 10, J, Q, K
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```
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Suit label order:
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```text
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spades, hearts, clubs, diamonds
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```
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## Training Run
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The recovered local training run is stored at:
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```text
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runs/classify/card-corner-cnn/mps-aug-weighted-seed2-latest
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```
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The run includes `args.json`, `metrics.json`, PyTorch checkpoints, and a copy
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of the exported ONNX model under `onnx/model.onnx`.
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Best validation metrics from the recovered run:
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```text
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rank_accuracy: 0.8387096774193549
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suit_accuracy: 1.0
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exact_accuracy: 0.8387096774193549
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```
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## Export
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Use the export utility to regenerate the ONNX artifact from a checkpoint:
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```bash
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pixi run python cli/export-card-corner-classifier-onnx.py \
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--checkpoint runs/classify/card-corner-cnn/mps-aug-weighted-seed2-latest/card-corner-classifier-best.pt \
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--output models/games-balatro-2024-card-corner-classifier/onnx/model.onnx
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```
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## Publish
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After authenticating with Hugging Face, upload this model directory as the model
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repository root:
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```bash
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pixi run python - <<'PY'
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from huggingface_hub import HfApi
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repo_id = 'proj-airi/games-balatro-2024-card-corner-classifier'
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folder = 'models/games-balatro-2024-card-corner-classifier'
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api = HfApi()
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api.create_repo(repo_id=repo_id, repo_type='model', exist_ok=True)
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api.upload_folder(
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repo_id=repo_id,
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repo_type='model',
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folder_path=folder,
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commit_message='Add Balatro card-corner CNN ONNX model',
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)
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PY
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```
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onnx/model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:8ece8aabd5bafd9a4be31f93eb1122a9756a6e23b1b8e1c4773dff640741916b
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size 2772679
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